{
 "nbformat": 4,
 "nbformat_minor": 2,
 "metadata": {
  "language_info": {
   "name": "python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "version": "3.8.1-final"
  },
  "orig_nbformat": 2,
  "file_extension": ".py",
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3,
  "kernelspec": {
   "name": "python38164bitec4538a0ed7a4029b9bd19594323cc7e",
   "display_name": "Python 3.8.1 64-bit"
  }
 },
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>User-ID</th>\n      <th>Location</th>\n      <th>Age</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>nyc, new york, usa</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>stockton, california, usa</td>\n      <td>18.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>moscow, yukon territory, russia</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>porto, v.n.gaia, portugal</td>\n      <td>17.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>farnborough, hants, united kingdom</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   User-ID                            Location   Age\n0        1                  nyc, new york, usa   NaN\n1        2           stockton, california, usa  18.0\n2        3     moscow, yukon territory, russia   NaN\n3        4           porto, v.n.gaia, portugal  17.0\n4        5  farnborough, hants, united kingdom   NaN"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user = pd.read_csv('./data/BX-Users.csv',sep=';')\n",
    "df_user.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>location</th>\n      <th>age</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>nyc, new york, usa</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>stockton, california, usa</td>\n      <td>18.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>moscow, yukon territory, russia</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>porto, v.n.gaia, portugal</td>\n      <td>17.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>farnborough, hants, united kingdom</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   user_id                            location   age\n0        1                  nyc, new york, usa   NaN\n1        2           stockton, california, usa  18.0\n2        3     moscow, yukon territory, russia   NaN\n3        4           porto, v.n.gaia, portugal  17.0\n4        5  farnborough, hants, united kingdom   NaN"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user.columns = ['user_id', 'location','age']\n",
    "df_user.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "count                              278858\nunique                              57339\ntop       london, england, united kingdom\nfreq                                 2506\nName: location, dtype: object"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user.location.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "london, england, united kingdom               2506\ntoronto, ontario, canada                      2250\nsydney, new south wales, australia            1744\nmelbourne, victoria, australia                1708\nportland, oregon, usa                         1629\n                                              ... \nhedgesville,, west virginia, usa                 1\nrödinghausen, nordrhein-westfalen, germany       1\nst felix de pallieres, gard, france              1\nhigh wycombe, n/a, united kingdom                1\nluquillo, puerto rico, puerto rico               1\nName: location, Length: 57339, dtype: int64"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user.location.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "user_id     4.863322\nlocation    4.863322\nage         2.931617\ndtype: float64"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user.count()/df_user.location.value_counts().count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>location</th>\n      <th>age</th>\n      <th>country</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>nyc, new york, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>stockton, california, usa</td>\n      <td>18.0</td>\n      <td>usa</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>moscow, yukon territory, russia</td>\n      <td>NaN</td>\n      <td>russia</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>porto, v.n.gaia, portugal</td>\n      <td>17.0</td>\n      <td>portugal</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>farnborough, hants, united kingdom</td>\n      <td>NaN</td>\n      <td>united kingdom</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   user_id                            location   age         country\n0        1                  nyc, new york, usa   NaN             usa\n1        2           stockton, california, usa  18.0             usa\n2        3     moscow, yukon territory, russia   NaN          russia\n3        4           porto, v.n.gaia, portugal  17.0        portugal\n4        5  farnborough, hants, united kingdom   NaN  united kingdom"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user['country'] = df_user.location.apply(lambda l: l.rsplit(',',maxsplit = 1)[-1].strip())\n",
    "df_user.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "count     278858\nunique       709\ntop          usa\nfreq      139711\nName: country, dtype: object"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user.country.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "usa               139711\ncanada             21658\nunited kingdom     18538\ngermany            17043\nspain              13147\n                   ...  \nqueensland             1\nbavaria                1\nengland uk             1\ndiy                    1\np r china              1\nName: country, Length: 709, dtype: int64"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user.country.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f9caa6c8cd0>]"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_value_counts =df_user.country.value_counts()\n",
    "plt.plot(\n",
    "    range(len(location_value_counts)),\n",
    "    location_value_counts,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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transform=\"translate(252.19412 138.954079)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"68.896484\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"130.175781\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_32\">\n    <!-- romania -->\n    <g transform=\"translate(252.362749 138.160171)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.082031\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"102.263672\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"199.675781\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"260.955078\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"324.333984\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"352.117188\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_33\">\n    <!-- chile -->\n    <g transform=\"translate(252.516418 137.406085)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"118.359375\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"146.142578\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"173.925781\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_34\">\n    <!-- israel -->\n    <g transform=\"translate(252.661586 136.663492)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"79.882812\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"120.996094\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"182.275391\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"243.798828\" xlink:href=\"#DejaVuSans-108\"/>\n    </g>\n   </g>\n   <g id=\"text_35\">\n    <!-- south africa -->\n    <g transform=\"translate(252.795628 135.948398)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-111\"/>\n 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xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"475.341797\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_45\">\n    <!-- russia -->\n    <g transform=\"translate(253.594201 130.815543)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.113281\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"104.492188\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"156.591797\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"208.691406\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"236.474609\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_46\">\n    <!-- hong kong -->\n    <g transform=\"translate(253.641052 130.443388)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"124.560547\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"187.939453\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"251.416016\" xlink:href=\"#DejaVuSans-32\"/>\n   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id=\"text_48\">\n    <!-- taiwan -->\n    <g transform=\"translate(253.726894 129.728521)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"100.488281\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"128.271484\" xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"210.058594\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"271.337891\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_49\">\n    <!-- slovenia -->\n    <g transform=\"translate(253.764661 129.398698)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"79.882812\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"141.064453\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"200.244141\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"261.767578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"325.146484\" xlink:href=\"#DejaVuSans-105\"/>\n  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xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"121.289062\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"162.402344\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"223.681641\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"251.464844\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"314.84375\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_74\">\n    <!-- andorra -->\n    <g transform=\"translate(254.164149 124.907116)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"188.134766\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"249.316406\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"290.414062\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"331.527344\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_75\">\n    <!-- lithuania 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<use x=\"180.224609\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"239.404297\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"267.1875\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_79\">\n    <!-- ecuador -->\n    <g transform=\"translate(254.191178 124.477904)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"116.503906\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"179.882812\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"241.162109\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"304.638672\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"365.820312\" xlink:href=\"#DejaVuSans-114\"/>\n    </g>\n   </g>\n   <g id=\"text_80\">\n    <!-- panama -->\n    <g transform=\"translate(254.195979 124.398287)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"124.755859\" 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<use x=\"186.474609\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"247.753906\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"275.537109\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"330.517578\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_83\">\n    <!-- lebanon -->\n    <g transform=\"translate(254.209922 124.160491)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"89.306641\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"152.783203\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"214.0625\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"277.441406\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"338.623047\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_84\">\n    <!-- cuba -->\n    <g transform=\"translate(254.214337 124.083011)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" 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xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"107.080078\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"168.261719\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"207.470703\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"235.253906\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"296.533203\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"359.912109\" xlink:href=\"#DejaVuSans-100\"/>\n    </g>\n   </g>\n   <g id=\"text_92\">\n    <!-- afghanistan -->\n    <g transform=\"translate(254.244517 123.520104)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"96.484375\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"159.960938\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"223.339844\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"284.619141\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"347.998047\" 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xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"342.382812\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"383.496094\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"411.279297\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"466.259766\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_146\">\n    <!-- fiji -->\n    <g transform=\"translate(254.335717 121.127996)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"35.205078\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"62.988281\" xlink:href=\"#DejaVuSans-106\"/>\n     <use x=\"90.771484\" xlink:href=\"#DejaVuSans-105\"/>\n    </g>\n   </g>\n   <g id=\"text_147\">\n    <!-- iran\" -->\n    <g transform=\"translate(254.336349 121.103214)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"68.896484\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"130.175781\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"193.554688\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_148\">\n    <!-- mozambique -->\n    <g transform=\"translate(254.336946 121.079509)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"158.59375\" xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"211.083984\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"272.363281\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"369.775391\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"433.251953\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"461.035156\" xlink:href=\"#DejaVuSans-113\"/>\n     <use x=\"524.511719\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"587.890625\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_149\">\n    <!-- cayman islands -->\n    <g transform=\"translate(254.337538 121.055803)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-121\"/>\n     <use x=\"175.439453\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"272.851562\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"334.130859\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"397.509766\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"429.296875\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"457.080078\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"509.179688\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"536.962891\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"598.242188\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"661.621094\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"725.097656\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_150\">\n    <!-- italia -->\n    <g transform=\"translate(254.338124 121.032098)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"66.992188\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"128.271484\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"156.054688\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"183.837891\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_151\">\n    <!-- euskal herria -->\n    <g transform=\"translate(254.338705 121.008392)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"177.001953\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"234.896484\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"296.175781\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"323.958984\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"355.746094\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"419.125\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"480.648438\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"521.746094\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"562.859375\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"590.642578\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_152\">\n    <!-- guernsey -->\n    <g transform=\"translate(254.339279 120.984686)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"126.855469\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"188.378906\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"229.476562\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"292.855469\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"344.955078\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"406.478516\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_153\">\n    <!-- \" -->\n    <g transform=\"translate(254.339822 120.962058)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_154\">\n    <!-- mexico\" -->\n    <g transform=\"translate(254.340334 120.940507)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"158.919922\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"218.099609\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"245.882812\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"300.863281\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"362.044922\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_155\">\n    <!-- alderney -->\n    <g transform=\"translate(254.340841 120.918956)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"89.0625\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"152.539062\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"214.0625\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"255.160156\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"318.539062\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"380.0625\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_156\">\n    <!-- azerbaijan -->\n    <g transform=\"translate(254.341343 120.897405)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"113.769531\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"175.292969\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"216.40625\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"279.882812\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"341.162109\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"368.945312\" xlink:href=\"#DejaVuSans-106\"/>\n     <use x=\"396.728516\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"458.007812\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_157\">\n    <!-- cote d`ivoire -->\n    <g transform=\"translate(254.34184 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x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"104.558594\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"227.605469\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"282.585938\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"344.109375\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_159\">\n    <!-- eritrea -->\n    <g transform=\"translate(254.34282 120.832751)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"102.636719\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"130.419922\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"169.628906\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"210.710938\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"272.234375\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_160\">\n    <!-- guyana -->\n    <g transform=\"translate(254.343303 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x=\"61.279297\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"163.867188\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"191.650391\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"255.126953\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"318.505859\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"379.785156\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"411.572266\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"472.851562\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"536.230469\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"599.707031\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"631.494141\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"694.970703\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"756.25\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"797.363281\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"860.839844\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"924.21875\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"987.695312\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_163\">\n    <!-- philippines\" -->\n    <g transform=\"translate(254.344652 120.749776)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"126.855469\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"154.638672\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"182.421875\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"210.205078\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"273.681641\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"337.158203\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"364.941406\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"428.320312\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"489.84375\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"541.943359\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_164\">\n    <!-- moldova -->\n    <g transform=\"translate(254.34507 120.73038)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"158.59375\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"186.376953\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"249.853516\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"311.035156\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"370.214844\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_165\">\n    <!-- armenia -->\n    <g transform=\"translate(254.345484 120.710983)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"102.376953\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"199.789062\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"261.3125\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"324.691406\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"352.474609\" 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x=\"63.378906\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"164.111328\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"227.490234\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"289.013672\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"330.126953\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"357.910156\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"419.189453\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"482.568359\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"546.044922\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"598.144531\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"629.931641\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"691.210938\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"754.589844\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"793.798828\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"821.582031\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"849.365234\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"877.148438\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"938.671875\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_189\">\n    <!-- burkina faso -->\n    <g transform=\"translate(254.352956 120.32195)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"126.855469\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"167.96875\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"225.878906\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"253.662109\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"317.041016\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"378.320312\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"410.107422\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"445.3125\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"506.591797\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"558.691406\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_190\">\n    <!-- uk -->\n    <g transform=\"translate(254.353177 120.309018)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-107\"/>\n    </g>\n   </g>\n   <g id=\"text_191\">\n    <!-- bangladesh\" -->\n    <g transform=\"translate(254.353396 120.296086)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"188.134766\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"251.611328\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"279.394531\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"340.673828\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"404.150391\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"465.673828\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"517.773438\" xlink:href=\"#DejaVuSans-104\"/>\n  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xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"386.816406\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"448.095703\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_194\">\n    <!-- tanzania -->\n    <g transform=\"translate(254.354044 120.257288)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"100.488281\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"163.867188\" xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"216.357422\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"277.636719\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"341.015625\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"368.798828\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_195\">\n    <!-- rwanda -->\n    <g transform=\"translate(254.354256 120.244356)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.113281\" xlink:href=\"#DejaVuSans-119\"/>\n    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xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"100.390625\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"163.867188\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_198\">\n    <!-- poland\" -->\n    <g transform=\"translate(254.354866 120.206636)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"152.441406\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"213.720703\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"277.099609\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"340.576172\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_199\">\n    <!-- zambia -->\n    <g transform=\"translate(254.355038 120.195859)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"52.490234\" xlink:href=\"#DejaVuSans-97\"/>\n   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61.625 \nL 13.421875 61.625 \nz\n\" id=\"DejaVuSans-226\"/>\n    </defs>\n    <g transform=\"translate(254.356041 120.331196)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"113.623047\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"177.099609\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"238.378906\" xlink:href=\"#DejaVuSans-227\"/>\n     <use x=\"299.658203\" xlink:href=\"#DejaVuSans-63\"/>\n     <use x=\"352.734375\" xlink:href=\"#DejaVuSans-226\"/>\n     <use x=\"414.013672\" xlink:href=\"#DejaVuSans-177\"/>\n     <use x=\"497.802734\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_206\">\n    <!-- nigeria\" -->\n    <g transform=\"translate(254.356204 120.120418)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"91.162109\" xlink:href=\"#DejaVuSans-103\"/>\n     <use 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  <use x=\"366.699219\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"421.679688\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"449.462891\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_210\">\n    <!-- argentina\" -->\n    <g transform=\"translate(254.356843 120.077309)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"102.376953\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"165.853516\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"227.376953\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"290.755859\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"329.964844\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"357.748047\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"421.126953\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"482.40625\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_211\">\n    <!-- basque country -->\n    <g transform=\"translate(254.356985 120.067609)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"124.755859\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"176.855469\" xlink:href=\"#DejaVuSans-113\"/>\n     <use x=\"240.332031\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"303.710938\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"365.234375\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"397.021484\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"452.001953\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"513.183594\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"576.5625\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"639.941406\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"679.150391\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"720.263672\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_212\">\n    <!-- korea -->\n    <g transform=\"translate(254.357109 120.058987)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"57.863281\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"119.044922\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"160.126953\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"221.650391\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_213\">\n    <!-- suriname -->\n    <g transform=\"translate(254.357233 120.050366)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"115.478516\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"156.591797\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"184.375\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"247.753906\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"309.033203\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"406.445312\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_214\">\n    <!-- belgium\" -->\n    <g transform=\"translate(254.357356 120.041744)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"125\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"152.783203\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"216.259766\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"244.042969\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"307.421875\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"404.833984\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_215\">\n    <!-- north korea -->\n    <g transform=\"translate(254.357479 120.033122)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"124.560547\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"165.673828\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"204.882812\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"268.261719\" 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-->\n    <g transform=\"translate(254.357721 120.015878)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"89.306641\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"141.40625\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"202.587891\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"241.796875\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"305.175781\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_218\">\n    <!-- congo -->\n    <g transform=\"translate(254.357841 120.007256)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"116.162109\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"179.541016\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"243.017578\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_219\">\n    <!-- lombardia -->\n    <g transform=\"translate(254.357961 119.998634)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"88.964844\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"186.376953\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"249.853516\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"311.132812\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"352.230469\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"415.707031\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"443.490234\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_220\">\n    <!-- kyrgyzstan -->\n    <g transform=\"translate(254.358079 119.990012)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"57.863281\" xlink:href=\"#DejaVuSans-121\"/>\n     <use x=\"117.042969\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"158.140625\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"221.617188\" 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xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"425.878906\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"480.859375\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"542.382812\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"605.761719\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"644.970703\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"676.757812\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"738.037109\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"801.416016\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"864.892578\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"896.679688\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"935.888672\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"999.267578\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1060.791016\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1092.578125\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"1156.054688\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1197.136719\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1258.660156\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"1322.039062\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"1383.318359\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"1446.794922\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"1474.578125\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"1537.957031\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1599.480469\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_222\">\n    <!-- aruba -->\n    <g transform=\"translate(254.358314 119.972768)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"102.392578\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"165.771484\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"229.248047\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_223\">\n    <!-- us -->\n    <g transform=\"translate(254.35843 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xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"113.378906\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"176.757812\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"208.544922\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"305.957031\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"367.236328\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"408.349609\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"436.132812\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"499.511719\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_228\">\n    <!-- tajikistan -->\n    <g transform=\"translate(254.358957 119.924269)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"100.488281\" xlink:href=\"#DejaVuSans-106\"/>\n     <use x=\"128.271484\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"156.054688\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"213.964844\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"241.748047\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"293.847656\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"333.056641\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"394.335938\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_229\">\n    <!-- israel\" -->\n    <g transform=\"translate(254.359041 119.917802)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"79.882812\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"120.996094\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"182.275391\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"243.798828\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"271.582031\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_230\">\n    <!-- libya -->\n    <g transform=\"translate(254.359125 119.911336)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"55.566406\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"119.042969\" xlink:href=\"#DejaVuSans-121\"/>\n     <use x=\"178.222656\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_231\">\n    <!-- slovakia\" -->\n    <g transform=\"translate(254.359208 119.904869)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"79.882812\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"141.064453\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"200.244141\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"261.523438\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"319.433594\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"347.216797\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"408.496094\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_232\">\n    <!-- lazio -->\n    <g transform=\"translate(254.35929 119.898402)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"89.0625\" xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"141.552734\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"169.335938\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_233\">\n    <!-- the -->\n    <g transform=\"translate(254.359373 119.891936)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"102.587891\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_234\">\n    <!-- bhutan -->\n    <g transform=\"translate(254.359454 119.885469)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"126.855469\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"190.234375\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"229.443359\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"290.722656\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_235\">\n    <!-- iceland\" -->\n    <g transform=\"translate(254.359536 119.879003)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"82.763672\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"144.287109\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"172.070312\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"233.349609\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"296.728516\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"360.205078\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_236\">\n    <!-- kosovo -->\n    <g transform=\"translate(254.359617 119.872536)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"57.863281\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"119.044922\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"171.144531\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"232.326172\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"291.505859\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_237\">\n    <!-- maldives -->\n    <g transform=\"translate(254.359697 119.866069)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"158.691406\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"186.474609\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"249.951172\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"277.734375\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"336.914062\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"398.4375\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_238\">\n    <!-- czech republic\" -->\n    <g transform=\"translate(254.359777 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transform=\"translate(254.359857 119.853136)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"116.162109\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"143.945312\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"205.126953\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"302.539062\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"366.015625\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"393.798828\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"455.078125\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_240\">\n    <!-- singapore\" -->\n    <g transform=\"translate(254.359936 119.84667)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"79.882812\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"143.261719\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"206.738281\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"268.017578\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"331.494141\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"392.675781\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"433.757812\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"495.28125\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_241\">\n    <!-- serbia -->\n    <g transform=\"translate(254.360014 119.840203)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"113.623047\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"154.736328\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"218.212891\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"245.996094\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_242\">\n    <!-- holy see -->\n    <g transform=\"translate(254.360093 119.833736)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-104\"/>\n   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xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"222.070312\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"249.853516\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"313.330078\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"341.113281\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_245\">\n    <!-- indonesia\" -->\n    <g transform=\"translate(254.360325 119.814336)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"91.162109\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"154.638672\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"215.820312\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"279.199219\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"340.722656\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"392.822266\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"420.605469\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"481.884766\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_246\">\n    <!-- macau -->\n    <g transform=\"translate(254.360401 119.80787)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"158.691406\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"213.671875\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"274.951172\" xlink:href=\"#DejaVuSans-117\"/>\n    </g>\n   </g>\n   <g id=\"text_247\">\n    <!-- egypt\" -->\n    <g transform=\"translate(254.360477 119.801403)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"125\" xlink:href=\"#DejaVuSans-121\"/>\n     <use x=\"184.179688\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"247.65625\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"286.865234\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_248\">\n    <!-- belgique -->\n    <g transform=\"translate(254.360553 119.794936)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"125\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"152.783203\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"216.259766\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"244.042969\" xlink:href=\"#DejaVuSans-113\"/>\n     <use x=\"307.519531\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"370.898438\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_249\">\n    <!-- europe -->\n    <g transform=\"translate(254.360628 119.78847)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"165.984375\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"227.166016\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"290.642578\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_250\">\n    <!-- vanuatu -->\n    <g transform=\"translate(254.360703 119.782003)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"120.458984\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"183.837891\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"247.216797\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"308.496094\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"347.705078\" xlink:href=\"#DejaVuSans-117\"/>\n    </g>\n   </g>\n   <g id=\"text_251\">\n    <!-- space -->\n    <g transform=\"translate(254.360765 119.776614)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"115.576172\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"176.855469\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"231.835938\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_252\">\n    <!-- cape verde\" -->\n    <g transform=\"translate(254.360814 119.772303)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"179.736328\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"241.259766\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"273.046875\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"332.226562\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"393.75\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"434.847656\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"498.324219\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"559.847656\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_253\">\n    <!-- palau -->\n    <g transform=\"translate(254.360863 119.767992)scale(0.1 -0.1)\">\n     <use 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xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"81.787109\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"142.96875\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"204.150391\" xlink:href=\"#DejaVuSans-100\"/>\n    </g>\n   </g>\n   <g id=\"text_320\">\n    <!-- the gambia -->\n    <g transform=\"translate(254.363391 119.516865)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"39.208984\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"102.587891\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"164.111328\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"195.898438\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"259.375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"320.654297\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"418.066406\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"481.542969\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"509.326172\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_321\">\n    <!-- turkei 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transform=\"translate(254.363632 119.488842)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"95.263672\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"136.236328\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"168.023438\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"199.810547\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"254.791016\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"318.169922\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"345.953125\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"409.332031\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_334\">\n    <!-- california -->\n    <g transform=\"translate(254.363651 119.486687)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"144.042969\" 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xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"398.876953\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"453.857422\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"481.640625\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"520.849609\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_336\">\n    <!-- fred -->\n    <g transform=\"translate(254.363687 119.482375)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"35.205078\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"76.287109\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"137.810547\" xlink:href=\"#DejaVuSans-100\"/>\n    </g>\n   </g>\n   <g id=\"text_337\">\n    <!-- l`algérie -->\n    <g transform=\"translate(254.363705 119.68022)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-96\"/>\n     <use x=\"77.783203\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"139.0625\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"166.845703\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"230.322266\" xlink:href=\"#DejaVuSans-233\"/>\n     <use x=\"291.845703\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"332.958984\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"360.742188\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_338\">\n    <!-- cnina -->\n    <g transform=\"translate(254.363723 119.478064)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"118.359375\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"146.142578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"209.521484\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_339\">\n    <!-- nh -->\n    <g transform=\"translate(254.363741 119.475908)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-104\"/>\n    </g>\n   </g>\n   <g id=\"text_340\">\n    <!-- isreal -->\n    <g transform=\"translate(254.363759 119.473753)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"79.882812\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"120.964844\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"182.488281\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"243.767578\" xlink:href=\"#DejaVuSans-108\"/>\n    </g>\n   </g>\n   <g id=\"text_341\">\n    <!-- pr -->\n    <g transform=\"translate(254.363777 119.471597)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\n    </g>\n   </g>\n   <g id=\"text_342\">\n    <!-- united sates -->\n    <g transform=\"translate(254.363795 119.469442)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"126.757812\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"154.541016\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"193.75\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"255.273438\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"318.75\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"350.537109\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"402.636719\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"463.916016\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"503.125\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"564.648438\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_343\">\n    <!-- bkk -->\n    <g transform=\"translate(254.363812 119.467286)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"121.386719\" xlink:href=\"#DejaVuSans-107\"/>\n    </g>\n   </g>\n   <g id=\"text_344\">\n    <!-- lawrenceville -->\n    <g transform=\"translate(254.36383 119.46513)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"89.0625\" xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"170.849609\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"211.931641\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"273.455078\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"336.833984\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"391.814453\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"453.337891\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"512.517578\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"540.300781\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"568.083984\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"595.867188\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_345\">\n    <!-- morocco\" -->\n    <g transform=\"translate(254.363848 119.462975)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" 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x=\"63.378906\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_348\">\n    <!-- deutsches reich -->\n    <g transform=\"translate(254.363901 119.456508)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"125\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"188.378906\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"227.587891\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"279.6875\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"334.667969\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"398.046875\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"459.570312\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"511.669922\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"543.457031\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"584.539062\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"646.0625\" 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xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"249.316406\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"281.103516\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"342.285156\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"370.068359\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"433.544922\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"465.332031\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"528.710938\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"580.810547\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"642.089844\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"673.876953\" xlink:href=\"#DejaVuSans-33\"/>\n    </g>\n   </g>\n   <g id=\"text_355\">\n    <!-- phila -->\n    <g transform=\"translate(254.364022 119.441418)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"126.855469\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"154.638672\" xlink:href=\"#DejaVuSans-108\"/>\n  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xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_358\">\n    <!-- fort bend -->\n    <g transform=\"translate(254.364073 119.434951)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"35.205078\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"96.386719\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"137.5\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"176.708984\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"208.496094\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"271.972656\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"333.496094\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"396.875\" xlink:href=\"#DejaVuSans-100\"/>\n    </g>\n   </g>\n   <g id=\"text_359\">\n    <!-- chian -->\n    <g transform=\"translate(254.36409 119.432796)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"118.359375\" xlink:href=\"#DejaVuSans-105\"/>\n     <use 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id=\"text_412\">\n    <!-- s.africa -->\n    <g transform=\"translate(254.364922 119.318547)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"83.886719\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"145.166016\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"180.371094\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"221.484375\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"249.267578\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"304.248047\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_413\">\n    <!-- australii -->\n    <g transform=\"translate(254.364936 119.316391)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"176.757812\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"215.966797\" 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swazilandia -->\n    <g transform=\"translate(254.365105 119.290523)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"133.886719\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"195.166016\" xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"247.65625\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"275.439453\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"303.222656\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"364.501953\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"427.880859\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"491.357422\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"519.140625\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_426\">\n    <!-- bernalillo -->\n    <g transform=\"translate(254.365119 119.288367)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"125\" 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xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"188.28125\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"229.394531\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_535\">\n    <!-- goteborg -->\n    <g transform=\"translate(254.366326 119.053399)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"124.658203\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"163.867188\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"225.390625\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"288.867188\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"350.048828\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"391.146484\" xlink:href=\"#DejaVuSans-103\"/>\n    </g>\n   </g>\n   <g id=\"text_536\">\n    <!-- monroe -->\n    <g transform=\"translate(254.366334 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xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"257.226562\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"289.013672\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"350.537109\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"391.634766\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"432.716797\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"493.898438\" xlink:href=\"#DejaVuSans-114\"/>\n    </g>\n   </g>\n   <g id=\"text_555\">\n    <!-- españa\" -->\n    <g transform=\"translate(254.366485 119.095441)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"113.623047\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"177.099609\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"238.378906\" xlink:href=\"#DejaVuSans-241\"/>\n     <use x=\"301.757812\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"363.037109\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_556\">\n    <!-- csa -->\n    <g transform=\"translate(254.366492 119.00813)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"107.080078\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_557\">\n    <!-- home of the van!! -->\n    <g transform=\"translate(254.366499 119.005974)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"124.560547\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"221.972656\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"283.496094\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"315.283203\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"376.464844\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"411.669922\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"443.457031\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"482.666016\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"546.044922\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"607.568359\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"639.355469\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"698.535156\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"759.814453\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"823.193359\" xlink:href=\"#DejaVuSans-33\"/>\n     <use x=\"863.28125\" xlink:href=\"#DejaVuSans-33\"/>\n    </g>\n   </g>\n   <g id=\"text_558\">\n    <!-- evil empire -->\n    <g transform=\"translate(254.366507 119.003818)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"120.703125\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"148.486328\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"176.269531\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"208.056641\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"269.580078\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"366.992188\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"430.46875\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"458.251953\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"499.333984\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_559\">\n    <!-- rep san marino -->\n    <g transform=\"translate(254.366514 119.001662)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"102.605469\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"197.869141\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"249.96875\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"311.248047\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"374.626953\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"406.414062\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"503.826172\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"565.105469\" 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xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"478.435547\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"510.222656\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"573.601562\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"634.880859\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"674.089844\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"701.873047\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"763.054688\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_563\">\n    <!-- az -->\n    <g transform=\"translate(254.366543 118.99304)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"61.279297\" xlink:href=\"#DejaVuSans-122\"/>\n    </g>\n   </g>\n   <g id=\"text_564\">\n    <!-- jamaica\" -->\n    <g transform=\"translate(254.36655 118.990884)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-106\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"89.0625\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"186.474609\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"247.753906\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"275.537109\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"330.517578\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"391.796875\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_565\">\n    <!-- in -->\n    <g transform=\"translate(254.366557 118.988728)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_566\">\n    <!-- ventura county -->\n    <g transform=\"translate(254.366564 118.986573)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"120.703125\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"184.082031\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"223.291016\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"286.669922\" 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xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"311.035156\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"368.898438\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"430.080078\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"471.162109\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"532.685547\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"593.964844\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_568\">\n    <!-- hidalgo -->\n    <g transform=\"translate(254.366577 118.982261)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"91.162109\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"154.638672\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"215.917969\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"243.701172\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"307.177734\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_569\">\n    <!-- new london -->\n    <g transform=\"translate(254.366584 118.980106)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"206.689453\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"238.476562\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"266.259766\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"327.441406\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"390.820312\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"454.296875\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"515.478516\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_570\">\n    <!-- cape may -->\n    <g transform=\"translate(254.366591 118.97795)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"116.259766\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"179.736328\" 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transform=\"translate(254.36671 118.936992)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"61.181641\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"124.560547\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"185.742188\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"249.121094\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"312.597656\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"373.876953\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"437.353516\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"498.632812\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"530.419922\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"593.798828\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"655.078125\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"694.287109\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"722.070312\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"783.251953\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_590\">\n  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x=\"350.537109\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"402.636719\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"441.845703\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"503.125\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"564.648438\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_615\">\n    <!-- venezuela\" -->\n    <g transform=\"translate(254.366845 118.880944)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"120.703125\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"184.082031\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"245.605469\" xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"298.095703\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"361.474609\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"422.998047\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"450.78125\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"512.060547\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_616\">\n    <!-- pa -->\n    <g transform=\"translate(254.366849 118.878788)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_617\">\n    <!-- china people`s republic -->\n    <g transform=\"translate(254.366854 119.076632)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"118.359375\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"146.142578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"209.521484\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"270.800781\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"302.587891\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"366.064453\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"427.587891\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"488.769531\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"552.246094\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"580.029297\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"641.552734\" xlink:href=\"#DejaVuSans-96\"/>\n     <use x=\"691.552734\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"743.652344\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"775.439453\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"816.521484\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"878.044922\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"941.521484\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"1004.900391\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"1068.376953\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"1096.160156\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"1123.943359\" xlink:href=\"#DejaVuSans-99\"/>\n    </g>\n   </g>\n   <g id=\"text_618\">\n    <!-- xxxxxx -->\n    <g transform=\"translate(254.366858 118.874476)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"118.359375\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"177.539062\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"236.71875\" xlink:href=\"#DejaVuSans-120\"/>\n     <use x=\"295.898438\" xlink:href=\"#DejaVuSans-120\"/>\n    </g>\n   </g>\n   <g id=\"text_619\">\n    <!-- valtesse -->\n    <g transform=\"translate(254.366862 118.872321)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"148.242188\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"187.451172\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"248.974609\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"301.074219\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"353.173828\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_620\">\n    <!-- windham -->\n    <g transform=\"translate(254.366867 118.870165)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"81.787109\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"109.570312\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"172.949219\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"236.425781\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"299.804688\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"361.083984\" xlink:href=\"#DejaVuSans-109\"/>\n    </g>\n   </g>\n   <g id=\"text_621\">\n    <!-- 19104 -->\n    <g transform=\"translate(254.366871 118.868009)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-49\"/>\n     <use x=\"63.623047\" xlink:href=\"#DejaVuSans-57\"/>\n     <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n     <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n     <use x=\"254.492188\" xlink:href=\"#DejaVuSans-52\"/>\n    </g>\n   </g>\n   <g id=\"text_622\">\n    <!-- malaysian -->\n    <g transform=\"translate(254.366875 118.865854)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"158.691406\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"186.474609\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"247.753906\" xlink:href=\"#DejaVuSans-121\"/>\n     <use x=\"306.933594\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"359.033203\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"386.816406\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"448.095703\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_623\">\n    <!-- sao tome and principe\" -->\n    <g transform=\"translate(254.366879 118.863698)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"113.378906\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"174.560547\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"206.347656\" 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xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1120.898438\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_624\">\n    <!-- clinton -->\n    <g transform=\"translate(254.366883 118.861542)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"82.763672\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"110.546875\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"173.925781\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"213.134766\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"274.316406\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_625\">\n    <!-- rep. san marino -->\n    <g transform=\"translate(254.366888 118.859387)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"102.605469\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"197.869141\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"229.65625\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"281.755859\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"343.035156\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"406.414062\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"438.201172\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"535.613281\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"596.892578\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"638.005859\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"665.789062\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"729.167969\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_626\">\n    <!-- isle of man -->\n    <g transform=\"translate(254.366892 118.857231)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"79.882812\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"107.666016\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"169.189453\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"200.976562\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"262.158203\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"297.363281\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"329.150391\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"426.5625\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"487.841797\" xlink:href=\"#DejaVuSans-110\"/>\n    </g>\n   </g>\n   <g id=\"text_627\">\n    <!-- shelby -->\n    <g transform=\"translate(254.366896 118.855075)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"52.099609\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"115.478516\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"177.001953\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"204.785156\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"268.261719\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_628\">\n    <!-- gb -->\n    <g transform=\"translate(254.366899 118.852919)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-98\"/>\n    </g>\n   </g>\n   <g id=\"text_629\">\n    <!-- los estados unidos de norte america -->\n    <g transform=\"translate(254.366903 118.850764)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"88.964844\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"141.064453\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"172.851562\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"234.375\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"286.474609\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"325.683594\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"386.962891\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"450.439453\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"511.621094\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"563.720703\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"595.507812\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"658.886719\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"722.265625\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"750.048828\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"813.525391\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"874.707031\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"926.806641\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"958.59375\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"1022.070312\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1083.59375\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1115.380859\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"1178.759766\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"1239.941406\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1281.054688\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"1320.263672\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1381.787109\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1413.574219\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"1474.853516\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"1572.265625\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1633.789062\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1674.902344\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"1702.685547\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"1757.666016\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_630\">\n    <!-- la suisse -->\n    <g transform=\"translate(254.366907 118.848608)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"89.0625\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"120.849609\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"172.949219\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"236.328125\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"264.111328\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"316.210938\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"368.310547\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_631\">\n    <!-- clackamas -->\n    <g transform=\"translate(254.366911 118.846452)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"82.763672\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"144.042969\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"199.023438\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"256.917969\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"318.197266\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"415.609375\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"476.888672\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_632\">\n    <!-- san franicsco -->\n    <g transform=\"translate(254.366915 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xlink:href=\"#DejaVuSans-113\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"126.855469\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"188.378906\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"249.902344\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"313.28125\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"365.380859\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"428.857422\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"490.136719\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"531.25\" xlink:href=\"#DejaVuSans-107\"/>\n    </g>\n   </g>\n   <g id=\"text_635\">\n    <!-- cherokee -->\n    <g transform=\"translate(254.366926 118.83783)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"54.980469\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"118.359375\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"179.882812\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"220.964844\" xlink:href=\"#DejaVuSans-111\"/>\n   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xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_649\">\n    <!-- ksa -->\n    <g transform=\"translate(254.366971 118.80765)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"57.910156\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"110.009766\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_650\">\n    <!-- u.s.a! -->\n    <g transform=\"translate(254.366974 118.805494)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"95.166016\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"147.265625\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"179.052734\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"240.332031\" xlink:href=\"#DejaVuSans-33\"/>\n    </g>\n   </g>\n   <g id=\"text_651\">\n    <!-- trinidad &amp; tobago -->\n    <g transform=\"translate(254.366977 118.803338)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-116\"/>\n 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id=\"text_652\">\n    <!-- northern ireland -->\n    <g transform=\"translate(254.366979 118.801183)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"124.560547\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"165.673828\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"204.882812\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"268.261719\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"329.785156\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"370.882812\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"434.261719\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"466.048828\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"493.832031\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"534.914062\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"596.4375\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"624.220703\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"685.5\" 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<use x=\"253.808594\" xlink:href=\"#DejaVuSans-46\"/>\n    </g>\n   </g>\n   <g id=\"text_655\">\n    <!-- roma -->\n    <g transform=\"translate(254.366987 118.794716)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.082031\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"102.263672\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"199.675781\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n   <g id=\"text_656\">\n    <!-- baden-württemberg -->\n    <g transform=\"translate(254.36699 118.79256)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"124.755859\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"188.232422\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"249.755859\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"313.134766\" xlink:href=\"#DejaVuSans-45\"/>\n     <use x=\"349.21875\" xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"431.005859\" 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x=\"218.212891\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_661\">\n    <!-- maroc -->\n    <g transform=\"translate(254.367002 118.781781)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"158.691406\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"199.773438\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"260.955078\" xlink:href=\"#DejaVuSans-99\"/>\n    </g>\n   </g>\n   <g id=\"text_662\">\n    <!-- liaoning -->\n    <g transform=\"translate(254.367004 118.779626)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"55.566406\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"116.845703\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"178.027344\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"241.40625\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"269.189453\" 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<use x=\"123.876953\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_665\">\n    <!-- oakland -->\n    <g transform=\"translate(254.367011 118.773159)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"61.181641\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"122.460938\" xlink:href=\"#DejaVuSans-107\"/>\n     <use x=\"180.371094\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"208.154297\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"269.433594\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"332.8125\" xlink:href=\"#DejaVuSans-100\"/>\n    </g>\n   </g>\n   <g id=\"text_666\">\n    <!-- u.a.e\" -->\n    <g transform=\"translate(254.367013 118.771003)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"95.166016\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"156.445312\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"188.232422\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"249.755859\" xlink:href=\"#DejaVuSans-34\"/>\n    </g>\n   </g>\n   <g id=\"text_667\">\n    <!-- p.r.c -->\n    <g transform=\"translate(254.367015 118.768847)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"95.263672\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"136.236328\" xlink:href=\"#DejaVuSans-46\"/>\n     <use x=\"168.023438\" xlink:href=\"#DejaVuSans-99\"/>\n    </g>\n   </g>\n   <g id=\"text_668\">\n    <!-- rapides -->\n    <g transform=\"translate(254.367017 118.766691)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.113281\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"102.392578\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"165.869141\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"193.652344\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"257.128906\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"318.652344\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n   <g id=\"text_669\">\n    <!-- newzealand -->\n    <g transform=\"translate(254.367019 118.764536)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"63.378906\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"124.902344\" xlink:href=\"#DejaVuSans-119\"/>\n     <use x=\"206.689453\" xlink:href=\"#DejaVuSans-122\"/>\n     <use x=\"259.179688\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"320.703125\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"381.982422\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"409.765625\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"471.044922\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"534.423828\" xlink:href=\"#DejaVuSans-100\"/>\n    </g>\n   </g>\n   <g id=\"text_670\">\n    <!-- monterrey -->\n    <g transform=\"translate(254.367021 118.76238)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"158.59375\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"221.972656\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"261.181641\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"322.705078\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"363.802734\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"404.884766\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"466.408203\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_671\">\n    <!-- lee -->\n    <g transform=\"translate(254.367023 118.760224)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"89.306641\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"text_672\">\n    <!-- pistlavakia -->\n    <g transform=\"translate(254.367025 118.758069)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-105\"/>\n 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xlink:href=\"#DejaVuSans-114\"/>\n    </g>\n   </g>\n   <g id=\"text_674\">\n    <!-- milano -->\n    <g transform=\"translate(254.367028 118.753757)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"125.195312\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"152.978516\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"214.257812\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"277.636719\" xlink:href=\"#DejaVuSans-111\"/>\n    </g>\n   </g>\n   <g id=\"text_675\">\n    <!-- liushi -->\n    <g transform=\"translate(254.36703 118.751602)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"55.566406\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"118.945312\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"171.044922\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"234.423828\" xlink:href=\"#DejaVuSans-105\"/>\n    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</g>\n   <g id=\"text_681\">\n    <!-- republic of panama -->\n    <g transform=\"translate(254.367038 118.738667)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"102.605469\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"166.082031\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"229.460938\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"292.9375\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"320.720703\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"348.503906\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"403.484375\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"435.271484\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"496.453125\" xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"531.658203\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"563.445312\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"626.921875\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"688.201172\" 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missouri -->\n    <g transform=\"translate(254.367054 118.704176)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"125.195312\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"177.294922\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"229.394531\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"290.576172\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"353.955078\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"395.068359\" xlink:href=\"#DejaVuSans-105\"/>\n    </g>\n   </g>\n   <g id=\"text_698\">\n    <!-- mordor -->\n    <g transform=\"translate(254.367054 118.70202)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"97.412109\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"158.59375\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"199.691406\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"263.167969\" xlink:href=\"#DejaVuSans-111\"/>\n     <use 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transform=\"translate(254.367057 118.682619)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"91.259766\" xlink:href=\"#DejaVuSans-121\"/>\n    </g>\n   </g>\n   <g id=\"text_708\">\n    <!-- p r china -->\n    <g transform=\"translate(254.367057 118.680463)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"95.263672\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"136.376953\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"168.164062\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"223.144531\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"286.523438\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"314.306641\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"377.685547\" xlink:href=\"#DejaVuSans-97\"/>\n    </g>\n   </g>\n  </g>\n </g>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(\n",
    "    location_value_counts,\n",
    "    labels=location_value_counts.index\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>location</th>\n      <th>age</th>\n      <th>country</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>nyc, new york, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>moscow, yukon territory, russia</td>\n      <td>NaN</td>\n      <td>russia</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>farnborough, hants, united kingdom</td>\n      <td>NaN</td>\n      <td>united kingdom</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>7</td>\n      <td>washington, dc, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>8</td>\n      <td>timmins, ontario, canada</td>\n      <td>NaN</td>\n      <td>canada</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   user_id                            location  age         country\n0        1                  nyc, new york, usa  NaN             usa\n2        3     moscow, yukon territory, russia  NaN          russia\n4        5  farnborough, hants, united kingdom  NaN  united kingdom\n6        7                 washington, dc, usa  NaN             usa\n7        8            timmins, ontario, canada  NaN          canada"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user[df_user.age.isnull()].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>age</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>110762.000000</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>139482.447365</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>80405.445296</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.000000</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>69415.250000</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>139517.500000</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>209118.500000</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>278858.000000</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "             user_id  age\ncount  110762.000000  0.0\nmean   139482.447365  NaN\nstd     80405.445296  NaN\nmin         1.000000  NaN\n25%     69415.250000  NaN\n50%    139517.500000  NaN\n75%    209118.500000  NaN\nmax    278858.000000  NaN"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user[df_user.age.isnull()].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 278858 entries, 0 to 278857\nData columns (total 4 columns):\nuser_id     278858 non-null int64\nlocation    278858 non-null object\nage         168096 non-null float64\ncountry     278858 non-null object\ndtypes: float64(1), int64(1), object(2)\nmemory usage: 8.5+ MB\n"
    }
   ],
   "source": [
    "df_user.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>location</th>\n      <th>age</th>\n      <th>country</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>stockton, california, usa</td>\n      <td>18.0</td>\n      <td>usa</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>porto, v.n.gaia, portugal</td>\n      <td>17.0</td>\n      <td>portugal</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>6</td>\n      <td>santa monica, california, usa</td>\n      <td>61.0</td>\n      <td>usa</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>10</td>\n      <td>albacete, wisconsin, spain</td>\n      <td>26.0</td>\n      <td>spain</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>11</td>\n      <td>melbourne, victoria, australia</td>\n      <td>14.0</td>\n      <td>australia</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "    user_id                        location   age    country\n1         2       stockton, california, usa  18.0        usa\n3         4       porto, v.n.gaia, portugal  17.0   portugal\n5         6   santa monica, california, usa  61.0        usa\n9        10      albacete, wisconsin, spain  26.0      spain\n10       11  melbourne, victoria, australia  14.0  australia"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user_age_not_null = df_user[~ df_user.age.isnull()]\n",
    "df_user_age_not_null.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sorted_df_user_age=df_user_age_not_null.age.value_counts().sort_index()\n",
    "plt.plot(\n",
    "    sorted_df_user_age.index,\n",
    "    sorted_df_user_age,\n",
    ")\n",
    "plt.show()\n",
    "# sorted_df_user_age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>location</th>\n      <th>age</th>\n      <th>country</th>\n      <th>age_group</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>nyc, new york, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>stockton, california, usa</td>\n      <td>18.0</td>\n      <td>usa</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>moscow, yukon territory, russia</td>\n      <td>NaN</td>\n      <td>russia</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>porto, v.n.gaia, portugal</td>\n      <td>17.0</td>\n      <td>portugal</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>farnborough, hants, united kingdom</td>\n      <td>NaN</td>\n      <td>united kingdom</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   user_id                            location   age         country  \\\n0        1                  nyc, new york, usa   NaN             usa   \n1        2           stockton, california, usa  18.0             usa   \n2        3     moscow, yukon territory, russia   NaN          russia   \n3        4           porto, v.n.gaia, portugal  17.0        portugal   \n4        5  farnborough, hants, united kingdom   NaN  united kingdom   \n\n   age_group  \n0          0  \n1          3  \n2          0  \n3          2  \n4          0  "
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def divide_age(age):\n",
    "    if np.isnan(age) or age < 6 or age > 100:\n",
    "        return 0 \n",
    "    if age >= 7  and age <= 12:\n",
    "        return 1\n",
    "    if age >= 13 and age <= 17:\n",
    "        return 2\n",
    "    if age >= 18 and age <= 45:\n",
    "        return 3\n",
    "    if age >=46 and age <= 69:\n",
    "        return 4 \n",
    "    if age >=70 and age <= 100:\n",
    "        return 5\n",
    "    return 0\n",
    "\n",
    "df_user['age_group'] = df_user.age.apply( divide_age)\n",
    "df_user.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(\n",
    "    df_user.age_group.value_counts(),\n",
    "    labels = df_user.age_group.value_counts().index\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>isbn</th>\n      <th>rating</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>276725</td>\n      <td>034545104X</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>276726</td>\n      <td>0155061224</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>276727</td>\n      <td>0446520802</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>276729</td>\n      <td>052165615X</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>276729</td>\n      <td>0521795028</td>\n      <td>6.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   user_id        isbn  rating\n0   276725  034545104X     0.0\n1   276726  0155061224     5.0\n2   276727  0446520802     0.0\n3   276729  052165615X     3.0\n4   276729  0521795028     6.0"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rating = pd.read_csv('data/BX-Book-Ratings.csv',sep=';', names = ['user_id', 'isbn', 'rating'], header = 0)\n",
    "df_rating.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 1149772 entries, 0 to 1149779\nData columns (total 3 columns):\nuser_id    1149772 non-null int64\nisbn       1149772 non-null object\nrating     1149772 non-null float64\ndtypes: float64(1), int64(1), object(1)\nmemory usage: 35.1+ MB\n"
    }
   ],
   "source": [
    "df_rating = df_rating.dropna()\n",
    "df_rating.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "11676     13601\n198711     7550\n153662     6109\n98391      5891\n35859      5850\n          ...  \n158698        1\n17920         1\n277135        1\n275086        1\n187812        1\nName: user_id, Length: 105282, dtype: int64"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rating.user_id.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f9c9ec1e580>]"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "user_rating_vc = df_rating.user_id.value_counts()\n",
    "plt.plot(\n",
    "    range(len(user_rating_vc)), user_rating_vc\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f9ca942bbe0>]"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "user_isbn_vc = df_rating.isbn.value_counts()\n",
    "plt.plot(\n",
    "    range(len(user_isbn_vc)), user_isbn_vc\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rating['rating'] = df_rating['rating'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 1149772 entries, 0 to 1149779\nData columns (total 3 columns):\nuser_id    1149772 non-null int64\nisbn       1149772 non-null object\nrating     1149772 non-null int64\ndtypes: int64(2), object(1)\nmemory usage: 35.1+ MB\n"
    }
   ],
   "source": [
    "df_rating.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f9ca9e53be0>]"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "user_rating_rating_vc = df_rating.rating.value_counts()\n",
    "plt.plot(\n",
    "    range(len(user_rating_rating_vc)), user_rating_rating_vc\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>location</th>\n      <th>age</th>\n      <th>country</th>\n      <th>age_group</th>\n      <th>isbn</th>\n      <th>rating</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2</td>\n      <td>stockton, california, usa</td>\n      <td>18.0</td>\n      <td>usa</td>\n      <td>3</td>\n      <td>0195153448</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>7</td>\n      <td>washington, dc, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>034542252</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>8</td>\n      <td>timmins, ontario, canada</td>\n      <td>NaN</td>\n      <td>canada</td>\n      <td>0</td>\n      <td>0002005018</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>8</td>\n      <td>timmins, ontario, canada</td>\n      <td>NaN</td>\n      <td>canada</td>\n      <td>0</td>\n      <td>0060973129</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8</td>\n      <td>timmins, ontario, canada</td>\n      <td>NaN</td>\n      <td>canada</td>\n      <td>0</td>\n      <td>0374157065</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1149767</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0425163393</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>1149768</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0515087122</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1149769</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0553275739</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>1149770</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0553578596</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1149771</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0553579606</td>\n      <td>8</td>\n    </tr>\n  </tbody>\n</table>\n<p>1149772 rows × 7 columns</p>\n</div>",
      "text/plain": "         user_id                   location   age country  age_group  \\\n0              2  stockton, california, usa  18.0     usa          3   \n1              7        washington, dc, usa   NaN     usa          0   \n2              8   timmins, ontario, canada   NaN  canada          0   \n3              8   timmins, ontario, canada   NaN  canada          0   \n4              8   timmins, ontario, canada   NaN  canada          0   \n...          ...                        ...   ...     ...        ...   \n1149767   278854      portland, oregon, usa   NaN     usa          0   \n1149768   278854      portland, oregon, usa   NaN     usa          0   \n1149769   278854      portland, oregon, usa   NaN     usa          0   \n1149770   278854      portland, oregon, usa   NaN     usa          0   \n1149771   278854      portland, oregon, usa   NaN     usa          0   \n\n               isbn  rating  \n0        0195153448       0  \n1         034542252       0  \n2        0002005018       5  \n3        0060973129       0  \n4        0374157065       0  \n...             ...     ...  \n1149767  0425163393       7  \n1149768  0515087122       0  \n1149769  0553275739       6  \n1149770  0553578596       0  \n1149771  0553579606       8  \n\n[1149772 rows x 7 columns]"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data = pd.merge(df_user, df_rating, on = 'user_id', how='inner')\n",
    "df_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 1149772 entries, 0 to 1149771\nData columns (total 7 columns):\nuser_id      1149772 non-null int64\nlocation     1149772 non-null object\nage          840283 non-null float64\ncountry      1149772 non-null object\nage_group    1149772 non-null int64\nisbn         1149772 non-null object\nrating       1149772 non-null int64\ndtypes: float64(1), int64(3), object(3)\nmemory usage: 70.2+ MB\n"
    }
   ],
   "source": [
    "df_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import _pickle as cPickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "with  open('./data/df_data.pkl','wb') as f:\n",
    "    cPickle.dump(df_data,f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "with  open('./data/df_data.pkl','rb') as f:\n",
    "    object1 = cPickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>location</th>\n      <th>age</th>\n      <th>country</th>\n      <th>age_group</th>\n      <th>isbn</th>\n      <th>rating</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2</td>\n      <td>stockton, california, usa</td>\n      <td>18.0</td>\n      <td>usa</td>\n      <td>3</td>\n      <td>0195153448</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>7</td>\n      <td>washington, dc, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>034542252</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>8</td>\n      <td>timmins, ontario, canada</td>\n      <td>NaN</td>\n      <td>canada</td>\n      <td>0</td>\n      <td>0002005018</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>8</td>\n      <td>timmins, ontario, canada</td>\n      <td>NaN</td>\n      <td>canada</td>\n      <td>0</td>\n      <td>0060973129</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8</td>\n      <td>timmins, ontario, canada</td>\n      <td>NaN</td>\n      <td>canada</td>\n      <td>0</td>\n      <td>0374157065</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1149767</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0425163393</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>1149768</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0515087122</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1149769</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0553275739</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>1149770</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0553578596</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1149771</th>\n      <td>278854</td>\n      <td>portland, oregon, usa</td>\n      <td>NaN</td>\n      <td>usa</td>\n      <td>0</td>\n      <td>0553579606</td>\n      <td>8</td>\n    </tr>\n  </tbody>\n</table>\n<p>1149772 rows × 7 columns</p>\n</div>",
      "text/plain": "         user_id                   location   age country  age_group  \\\n0              2  stockton, california, usa  18.0     usa          3   \n1              7        washington, dc, usa   NaN     usa          0   \n2              8   timmins, ontario, canada   NaN  canada          0   \n3              8   timmins, ontario, canada   NaN  canada          0   \n4              8   timmins, ontario, canada   NaN  canada          0   \n...          ...                        ...   ...     ...        ...   \n1149767   278854      portland, oregon, usa   NaN     usa          0   \n1149768   278854      portland, oregon, usa   NaN     usa          0   \n1149769   278854      portland, oregon, usa   NaN     usa          0   \n1149770   278854      portland, oregon, usa   NaN     usa          0   \n1149771   278854      portland, oregon, usa   NaN     usa          0   \n\n               isbn  rating  \n0        0195153448       0  \n1         034542252       0  \n2        0002005018       5  \n3        0060973129       0  \n4        0374157065       0  \n...             ...     ...  \n1149767  0425163393       7  \n1149768  0515087122       0  \n1149769  0553275739       6  \n1149770  0553578596       0  \n1149771  0553579606       8  \n\n[1149772 rows x 7 columns]"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "object1"
   ]
  }
 ]
}